Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a noticeable Windows bias. Windows-specific tools (Notepad, Command Prompt, PowerShell) are used exclusively or mentioned first throughout the setup and workflow. All file manipulation and project creation commands use Windows syntax (cmd, DEL, mkdir, Notepad), with no Linux equivalents provided. The PowerShell section is extensive and detailed, while there is no comparable Linux shell scripting guidance. The test environment is explicitly Windows 10, and readers are told to 'modify accordingly' for other environments, but no Linux-specific instructions or examples are given.
Recommendations
  • Provide equivalent Linux shell commands (e.g., mkdir, rm, nano/vim for editing files) alongside Windows cmd examples.
  • Include a Linux-based test environment example, or at least mention how to adapt the workflow for Linux users.
  • Offer a Bash shell script alternative to the PowerShell module for uploading JARs and running jobs.
  • Use cross-platform editors in examples (e.g., VS Code, nano, vim) rather than Notepad.
  • Clearly indicate which commands are platform-specific and provide alternatives for both Windows and Linux.
  • Consider reordering sections so that Linux instructions are not always secondary to Windows ones.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets